All posts by Nisha Mody

Questioning the Evidence-Based Pyramid

As a first year health sciences librarian, I have not yet conducted a systematic review. However, as a speech-language pathologist, I learned about evidence-based medicine and the importance of clinical expertise combined with clinical evidence and patient values. As a librarian, I’m now able to combine these experiences, allowing me to view see evidence-based medicine more holistically.

In the past month, I attended two professional development courses. The first was a Systematic Review Workshop held by the University of Pittsburgh. The second was an Edward Tufte course titled “Presenting Data and Information”. While these are two seemingly unrelated subjects, I left both reconsidering how we literally and figuratively view evidence-based medicine.

One of my biggest takeaways from the Systematic Review workshop was that a purpose of  systematic reviews is to search for evidence on a specific topic in order limit bias. This is done by searching multiple databases, reviewing grey literature, and having multiple team members  to screen papers and resolve disputes. One of my biggest takeaways from the Tufte course was that space should be used well to effectively arrange information and that displayed content should have integrity. In his book Visual Explanations, Tufte poses the following questions to test the integrity of information design (p. 70):

  • Is the display revealing the truth?
  • Is the representation accurate?
  • Are the data carefully documented?
  • Do the methods of display avoid spurious readings of the data?
  • Are appropriate comparisons and contexts shown?

When I think about visualization of evidence-based medicine, the evidence-based pyramid immediately comes to mind. It is an image used in many presentations related to evidence-based medicine:

EBM Pyramid and EBM Page Generator, copyright 2006 Trustees of Dartmouth College and Yale University. All Rights Reserved. Produced by Jan Glover, David Izzo, Karen Odato and Lei Wang.

While there is a lot of information in this image, I don’t think it is very clear. I have spoken to librarians (in the health sciences and not in the health sciences) that agree. I think this is a problem. I don’t think all librarians need to immediately know what cohort studies are, but I do think they should understand its context within the visual.

From what I have gathered and discussed with other professionals, quality of evidence/limited bias increases as you go up the pyramid. The pyramid is often explained in a hierarchical way; systematic reviews are considered highest standard of evidence, which is why it is at the top. There are usually fewer systematic reviews (since they take a long time and gather all the available literature about one topic), so the apex also indicates the least quantity. So let’s take a look each of the integrity questions about information design and investigate this further:

Is the display revealing the truth?

Is it? How do we know if this truthfully represent the quantity of each type of study/information? I believe that systematic reviews are probably the least in quantity and expert opinion are the most in quantity. That makes logical sense given the level of difficulty to produce and disperse this type of information. However, what about the types of research in between? Also, is one type of evidence inherently less biased than the ones below? Several studies suggest that systematic reviews may be systematic, but are not always transparent or completely reported and are outdated. This includes systematic reviews published in Cochrane, the highest standard of systematic reviews. While there are standards, they are very frequently not followed. However, following these standards can be very challenging and paradoxical. It’s very possible that a cohort study can be designed in a way that is much more systematic and informed than even a systematic review.

Is the representation accurate?

When I see the word “representation”, I am thinking about visual representation – the pyramid shape itself. There is an assumed hierarchy not just in terms of evidence, but also superiority here. This is a simplistic and elitist way of thinking about this information rather than being informative and useful. If you think about it, a systematic review cannot be conducted without having supporting RCT’s or case reports, etc. Research had to start somewhere. It this was seen as more of a scholarly conversation, I wonder if there would be a place for hierarchy.

I have learned that the slices of the pyramid represent the quantity of publications of each level of evidence. However, this is not something that can be easily understood by looking at this visual alone. Also, if the sizes of the slices represent quantity, why so? Quality is indicated in this version with the arrow going up the pyramid. This helps to represent idea of quality and quantity. However, if evidence-based medicine wants to prioritize quality, maybe the sizes of the slices should represent the quality, not quantity, of evidence. If it is viewed from that perspective, the systematic review slice should be the biggest because it is ideally the highest quality. Or, should the slices represent the amount of bias? This is all quite unclear.

Are the data carefully documented? Do the methods of display avoid spurious readings of the data?

I don’t believe that any data is actually represented here. Moreso, it feels like it’s being told to us so we believe it. I understand this is a visual model, but this image has been floating around so much that it is taken as the truth. I don’t think one can avoid spurious readings of the data because data aren’t represented here.

Are appropriate comparisons and contexts shown?

I do think that this pyramid provides visual way to compare information, however, I don’t think contexts are shown. Again, should the amount of each level of evidence referring quantity or quality? Is the context meant to indicate research superiority? If not, perhaps a pyramid isn’t the best shape. By virtue of its definition, a pyramid has an apex at the top, indicating superiority. Maybe a different shape or representation can provide alternate contexts.

So, how should evidence-based medicine be represented?

I have presented my own perceptions sprinkled with perceptions from others. I’m a new librarian, and my opinion has value. However, I also think this concept needs to be re-envisioned collectively with healthcare practitioners, researchers, librarians, and patients.

Another visualization that has been proposed is the Health Care Literature Wedge. It would look like  a triangle with the apex facing right indicating progressive research stages. I do think there are other shapes or concepts to consider. Perhaps concentric circles? Perhaps this can be a sort of spectrum? 3D maybe? I really don’t know. Another concept to consider is that systematic reviews are intended to reduce bias pertaining to a research question. Instead of reducing bias, maybe we can look at systematic reviews as having increased perspectives? How could this change the way evidence-based medicine is visualized?

I think the questions posed by Tufte can help to guide this. And I’m sure there are other questions and models than can also help. I would love to hear other epistemologies and/or models, so please share!

References

  1. Chang, S. M., Bass, E. B., Berkman, N., Carey, T. S., Kane, R. L., Lau, J., & Ratichek, S. (2013). Challenges in implementing The Institute of Medicine systematic review standards. Systematic Reviews, 2, 69. http://doi.org/10.1186/2046-4053-2-69
  2. Garritty, C., Tsertsvadze, A., Tricco, A. C., Sampson, M., & Moher, D. (2010). Updating Systematic Reviews: An International Survey. PLoS ONE, 5(4), e9914. http://doi.org/10.1371/journal.pone.0009914
  3. IOM (Institute of Medicine). (2011). Finding What Works in Health Care: Standards for Systematic Reviews. Washington, DC: The National Academies Press.) Retrieved from http://www.nationalacademies.org/hmd/Reports/2011/Finding-What-Works-in-Health-Care-Standards-for-Systematic-Reviews.aspx
  4. McKibbon, K. A. (1998). Evidence-based practice. Bulletin of the Medical Library Association, 86(3), 396–401.
  5. The PLoS Medicine Editors. (2007). Many Reviews Are Systematic but Some Are More Transparent and Completely Reported than Others. PLoS Medicine, 4(3), e147. http://doi.org/10.1371/journal.pmed.0040147
  6. Tufte, E. R. (1997). Visual Explanations: Images and Quantities, Evidence and Narrative. Cheshire, CT: Graphics Press.

 

Digging for Gratitude

A little over a year ago, I took a flight to Los Angeles to interview for my job at UCLA – it was the night before the election. At the time, natives and their allies were fighting to re-route Dakota Access Pipeline. I found out towards the end of my flight to LA, that the gentlemen in the aisle seat of my row was from North Dakota and thought natives were “making a big deal” out of it. I woke up the next morning to learn that my less preferred candidate won the election, and I cried in disbelief. I had no idea how I was going to get through my interview.

A year later, I am in my position at UCLA, and recent news of the Keystone Pipeline 210,000 gallon oil spill has come to light days before Thanksgiving, a holiday based upon the false notion of unity between natives and colonizers. I don’t mean to be a Debbie Downer, but I just wanted to place this article in it’s appropriate historical context of my life as a first-year librarian. While I am beyond grateful for my job, my amazing colleagues, and the sunny skies around me, I started in this profession during, what I believe is, a grave time in global history.

I approached librarianship as a career because I loved being able to provide individuals information. However, as I mentioned in my first post, I also embraced the critical possibilities within the profession. I would be lying if I said I have been able to sustain the enthusiasm for deneutralizing the library because between moving across the country, starting a new job, and the current political climate, I am emotionally exhausted.

The good news is I have still found outlets that affirm my place in this field. So here is a list of what has kept me going. I want to share this for anyone else feeling a lack of hope and/or motivation to keep sticking with the fight:

  • Multiple students have approached me with a research question that focuses upon a marginalized population.
  • The UCLA Medical Education Committee held a retreat to discuss diversity, inclusion and equity in medical education. This included speakers that used words such as “racism”, “oppression”, and “microaggressions”.
  • I have been able to collaborate with amazing South Asian women librarians for an upcoming chapter in Pushing the Margins: Women of Color and Intersectionality in LIS. On top of it, my co-authors and I were able to share our experiences about being South Asian women in librarianship in a panel at a symposium at UCLA. And even better, I was able to meet and listen to the other incredible authors that will be included in this book!
  • My colleagues and I were able to create an in-person and virtual exhibit to highlight Immigrants in the Sciences in response to the DACA reversal and the White nationalist march in Charlottesville.
  • UCLA’s Powell Library held a successful Conversation Cafe for International Education Week.
  • I attended a fulfilling professional development opportunity about systematic reviews.
  • I have shared tears and memories with several other LIS students through the ARL IRDW and Spectrum Scholar program.
  • I was able to visit Seattle for the first time and attend my first (of many) Medical Library Association conference.
  • I gained a mentor and friend.
  • Every time I teach, I learn something new about active learning, teaching methodology, and how to teach to specific audiences. Most importantly, I feel like I am truly in my element.
  • I met the Librarian of Congress! #swoon
  • I inherited two precious cats (librarian status achieved).
  • I’m way less clueless about being a librarian than I was when I started in April!
  • And now I am able to share my first-year experiences through ACRLog!

This is not an exhaustive list, however, it proves that in less than 8 months of working in my position, I have been blessed to create, pursue, attend, and feel a part of unique opportunities within my profession, especially at my institution. So while I might feel disillusioned and hopeless because of the world and its inequities, I have to admit that there have been several upsides.

Thank you for reading, and I hope you too can discover these golden nuggets amongst the rubble around us.